Semantic Segmentation on Trans10K

Metric: GFLOPs (higher is better)

LeaderboardDataset

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Results

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#	Model↕	GFLOPs▼	Extra Data	Paper	Date↕	Code
1	DANet	198	No	Dual Attention Network for Scene Segmentation	2018-09-09	Code
2	PSPNet	187.03	No	Pyramid Scene Parsing Network	2016-12-04	Code
3	U-Net	124.55	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
4	Trans2Lab	61.31	No	Segmenting Transparent Objects in the Wild	2020-03-31	Code
5	Trans2Seg	49.03	No	Segmenting Transparent Object in the Wild with T...	2021-01-21	Code
6	RefineNet	44.56	No	RefineNet: Multi-Path Refinement Networks for Hi...	2016-11-20	Code
7	OCNet	43.31	No	OCNet: Object Context Network for Scene Parsing	2018-09-04	Code
8	FCN	42.23	No	Fully Convolutional Networks for Semantic Segmen...	2014-11-14	Code
9	DeepLabV3+	37.98	No	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code
10	DenseASPP	36.2	No	-	-	Code
11	Trans4Trans (M)	34.38	No	Trans4Trans: Efficient Transformer for Transpare...	2021-07-07	Code
12	Trans4Trans (S)	19.92	No	Trans4Trans: Efficient Transformer for Transpare...	2021-07-07	Code
13	BiSeNet	19.91	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
14	ICNet	10.64	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
15	Trans4Trans (T)	10.45	No	Trans4Trans: Efficient Transformer for Transpare...	2021-07-07	Code

#1DANetSOTA
198
GFLOPs· 2018-09-09
Dual Attention Network for Scene Segmentation Code
#2PSPNetSOTA
187.03
GFLOPs· 2016-12-04
Pyramid Scene Parsing Network Code
#3U-NetSOTA
124.55
GFLOPs· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#4Trans2Lab
61.31
GFLOPs· 2020-03-31
Segmenting Transparent Objects in the Wild Code
#5Trans2Seg
49.03
GFLOPs· 2021-01-21
Segmenting Transparent Object in the Wild with Transformer Code
#6RefineNet
44.56
GFLOPs· 2016-11-20
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Code
#7OCNet
43.31
GFLOPs· 2018-09-04
OCNet: Object Context Network for Scene Parsing Code
#8FCNSOTA
42.23
GFLOPs· 2014-11-14
Fully Convolutional Networks for Semantic Segmentation Code
#9DeepLabV3+
37.98
GFLOPs· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code
#10DenseASPP
36.2
GFLOPs
No paperCode
#11Trans4Trans (M)
34.38
GFLOPs· 2021-07-07
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World Code
#12Trans4Trans (S)
19.92
GFLOPs· 2021-07-07
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World Code
#13BiSeNet
19.91
GFLOPs· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#14ICNet
10.64
GFLOPs· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#15Trans4Trans (T)
10.45
GFLOPs· 2021-07-07
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World Code